Feature Analytics Creation

Creating a Feature Analytics Chart

To create a Feature Analytics chart, follow these steps:

Navigate to the Charts tab in your Fiddler AI instance
Click on the Add Chart button on the top right
In the modal, select a project
Select Feature Analytics

Support

Feature analytics is supported for any model task type, but does not support time stamps or columns of type string or vector.

Available Right-Side Controls

Parameter Value

Parameter	Value
Model	List of models in the project
Version	List of versions for the selected model
Environment	`Production` or `Pre-Production`
Dataset	Displayed only if `Pre-Production` is selected. List of pre-production env uploaded for the model version.
Visual	List of possible visualizations, Feature Distribution or Feature Correlation.
Segment	- Selecting a saved segment - Defining an applied (on the fly) segment. This applied segment isn’t saved (unless specifically required by the user) and is applied for analysis purposes.
Feature	If `Visual` is set to `Feature Distribution`, then select a single column of a supported data type to view their distribution. If `Visual` is set to `Feature Correlation`, then select two columns to view their correlation.

Model

List of models in the project

Version

List of versions for the selected model

Environment

Production or Pre-Production

Dataset

Displayed only if Pre-Production is selected. List of pre-production env uploaded for the model version.

Visual

List of possible visualizations, Feature Distribution or Feature Correlation.

Segment

- Selecting a saved segment - Defining an applied (on the fly) segment. This applied segment isn’t saved (unless specifically required by the user) and is applied for analysis purposes.

Feature

If Visual is set to Feature Distribution, then select a single column of a supported data type to view their distribution. If Visual is set to Feature Correlation, then select two columns to view their correlation.

Available In-Chart Controls

Control	Value
Time range selection	Selecting start time and end time or time label for production data. Default is last 30 days
Display	Select how to display the chart, Histogram or Kernel Density Estimate, depending on the data type of the feature selected.

Control

Value

Time range selection

Selecting start time and end time or time label for production data. Default is last 30 days

Display

Select how to display the chart, Histogram or Kernel Density Estimate, depending on the data type of the feature selected.